{"id":"W1535544326","doi":"","title":"Planning innovation for better urban communities in sub-Saharan Africa: The education challenge and potential responses","year":2012,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urban planning; Urbanization; Regional planning; Economic growth; Political science; Environmental planning; Transportation planning; Geography; Regional science; Engineering; Economics; Civil engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007790507,0.0003689803,0.000384556,0.0009998431,0.008083963,0.0085287,0.001939148,0.003603377,0.0101477],"category_scores_gemma":[0.009813773,0.0003044046,0.0003698959,0.002189856,0.00929414,0.007510062,0.01389718,0.004323177,0.0006676844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00739531,"about_ca_system_score_gemma":0.01846539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009024577,"about_ca_topic_score_gemma":0.01975216,"domain_scores_codex":[0.995149,0.002921976,0.00009372552,0.0001916685,0.000491037,0.001152697],"domain_scores_gemma":[0.993484,0.003364894,0.0006834411,0.0002346682,0.0005187567,0.001714288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004007991,0.000178236,0.006806102,0.001817133,0.00002989336,0.002900225,0.2467685,0.002226299,0.0004807853,0.4218001,0.05153807,0.2654145],"study_design_scores_gemma":[0.00002033793,0.0001015227,0.004401561,0.001671242,0.00001123201,0.0004780258,0.2879706,0.000681702,0.0002742578,0.06375156,0.6406067,0.00003116879],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1862834,0.0291855,0.01151146,0.5677322,0.00163176,0.0003595837,0.0001095213,0.0001269616,0.2030597],"genre_scores_gemma":[0.932883,0.02533116,0.009013297,0.01269932,0.0002988127,0.0002926584,0.00004986747,0.00005009412,0.01938178],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0101477,"threshold_uncertainty_score":0.053657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3874637951458312,"score_gpt":0.5396580728334438,"score_spread":0.1521942776876126,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}